I talked to the Secretary of States office in California and they do not check the Candidates eligibility at all, leaving it explicitly to the Party. Even if the Party was the hypothetical 'mexican immigrants party', they wouldn't check. I used that exact hypothetical.
Why hell no, that'd make too much friggin' sense !
Another stellar example of our tax $s at 'work'.